Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 30697 |
| Missing cells | 55284 |
| Missing cells (%) | 9.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.7 MiB |
| Average record size in memory | 535.2 B |
Variable types
| Numeric | 11 |
|---|---|
| Boolean | 1 |
| Categorical | 7 |
home_away has a high cardinality: 74 distinct values | High cardinality |
type_of_shot has a high cardinality: 57 distinct values | High cardinality |
location_y is highly correlated with distance_of_shot and 1 other fields | High correlation |
remaining_min is highly correlated with remaining_min_1 | High correlation |
power_of_shot is highly correlated with power_of_shot_1 | High correlation |
remaining_sec is highly correlated with remaining_sec_1 | High correlation |
distance_of_shot is highly correlated with location_y and 1 other fields | High correlation |
remaining_min_1 is highly correlated with remaining_min | High correlation |
power_of_shot_1 is highly correlated with power_of_shot | High correlation |
remaining_sec_1 is highly correlated with remaining_sec | High correlation |
distance_of_shot_1 is highly correlated with location_y and 1 other fields | High correlation |
location_y is highly correlated with distance_of_shot | High correlation |
distance_of_shot is highly correlated with location_y | High correlation |
location_y is highly correlated with distance_of_shot | High correlation |
remaining_min is highly correlated with remaining_min_1 | High correlation |
power_of_shot is highly correlated with power_of_shot_1 | High correlation |
remaining_sec is highly correlated with remaining_sec_1 | High correlation |
distance_of_shot is highly correlated with location_y and 1 other fields | High correlation |
remaining_min_1 is highly correlated with remaining_min | High correlation |
power_of_shot_1 is highly correlated with power_of_shot | High correlation |
remaining_sec_1 is highly correlated with remaining_sec | High correlation |
distance_of_shot_1 is highly correlated with distance_of_shot | High correlation |
location_x is highly correlated with distance_of_shot and 6 other fields | High correlation |
location_y is highly correlated with distance_of_shot and 5 other fields | High correlation |
remaining_sec is highly correlated with remaining_sec_1 | High correlation |
distance_of_shot is highly correlated with location_x and 7 other fields | High correlation |
area_of_shot is highly correlated with location_x and 7 other fields | High correlation |
shot_basics is highly correlated with location_x and 7 other fields | High correlation |
range_of_shot is highly correlated with location_x and 7 other fields | High correlation |
home_away is highly correlated with lat_lng | High correlation |
lat_lng is highly correlated with home_away | High correlation |
type_of_shot is highly correlated with location_x and 5 other fields | High correlation |
type_of_combined_shot is highly correlated with location_x and 6 other fields | High correlation |
remaining_sec_1 is highly correlated with remaining_sec | High correlation |
distance_of_shot_1 is highly correlated with location_x and 7 other fields | High correlation |
location_x has 1461 (4.8%) missing values | Missing |
location_y has 1540 (5.0%) missing values | Missing |
remaining_min has 1562 (5.1%) missing values | Missing |
power_of_shot has 1486 (4.8%) missing values | Missing |
remaining_sec has 1594 (5.2%) missing values | Missing |
distance_of_shot has 1567 (5.1%) missing values | Missing |
area_of_shot has 1502 (4.9%) missing values | Missing |
shot_basics has 1575 (5.1%) missing values | Missing |
range_of_shot has 1564 (5.1%) missing values | Missing |
home_away has 1497 (4.9%) missing values | Missing |
lat_lng has 1565 (5.1%) missing values | Missing |
type_of_shot has 15280 (49.8%) missing values | Missing |
type_of_combined_shot has 15417 (50.2%) missing values | Missing |
remaining_min_1 has 1535 (5.0%) missing values | Missing |
power_of_shot_1 has 1539 (5.0%) missing values | Missing |
knockout_match_1 has 1493 (4.9%) missing values | Missing |
remaining_sec_1 has 1539 (5.0%) missing values | Missing |
distance_of_shot_1 has 1568 (5.1%) missing values | Missing |
location_x has 5195 (16.9%) zeros | Zeros |
location_y has 5324 (17.3%) zeros | Zeros |
remaining_min has 3681 (12.0%) zeros | Zeros |
remaining_sec has 931 (3.0%) zeros | Zeros |
remaining_min_1 has 2921 (9.5%) zeros | Zeros |
knockout_match_1 has 19831 (64.6%) zeros | Zeros |
remaining_sec_1 has 747 (2.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-08 10:22:55.877425 |
|---|---|
| Analysis finished | 2022-02-08 10:23:18.093121 |
| Duration | 22.22 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 488 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 1461 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.383876043 |
| Minimum | -250 |
|---|---|
| Maximum | 248 |
| Zeros | 5195 |
| Zeros (%) | 16.9% |
| Negative | 10981 |
| Negative (%) | 35.8% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | -250 |
|---|---|
| 5-th percentile | -177 |
| Q1 | -68 |
| median | 0 |
| Q3 | 95 |
| 95-th percentile | 182 |
| Maximum | 248 |
| Range | 498 |
| Interquartile range (IQR) | 163 |
Descriptive statistics
| Standard deviation | 110.2630492 |
|---|---|
| Coefficient of variation (CV) | 14.93294966 |
| Kurtosis | -0.6831823168 |
| Mean | 7.383876043 |
| Median Absolute Deviation (MAD) | 85 |
| Skewness | -0.08754995724 |
| Sum | 215875 |
| Variance | 12157.94003 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5195 | 16.9% |
| 1 | 256 | 0.8% |
| 138 | 143 | 0.5% |
| 159 | 142 | 0.5% |
| -2 | 139 | 0.5% |
| 136 | 137 | 0.4% |
| 144 | 136 | 0.4% |
| 108 | 135 | 0.4% |
| 6 | 130 | 0.4% |
| -8 | 130 | 0.4% |
| Other values (478) | 22693 | |
| (Missing) | 1461 | 4.8% |
| Value | Count | Frequency (%) |
| -250 | 1 | < 0.1% |
| -248 | 1 | < 0.1% |
| -246 | 3 | < 0.1% |
| -245 | 2 | < 0.1% |
| -244 | 2 | < 0.1% |
| -243 | 4 | < 0.1% |
| -242 | 5 | |
| -241 | 10 | |
| -240 | 12 | |
| -239 | 5 |
| Value | Count | Frequency (%) |
| 248 | 5 | < 0.1% |
| 246 | 2 | < 0.1% |
| 245 | 2 | < 0.1% |
| 244 | 3 | < 0.1% |
| 242 | 7 | < 0.1% |
| 241 | 8 | |
| 240 | 7 | < 0.1% |
| 239 | 6 | < 0.1% |
| 238 | 12 | |
| 237 | 18 |
location_y
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 450 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 1540 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.1269335 |
| Minimum | -44 |
|---|---|
| Maximum | 791 |
| Zeros | 5324 |
| Zeros (%) | 17.3% |
| Negative | 1447 |
| Negative (%) | 4.7% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | -44 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 74 |
| Q3 | 160 |
| 95-th percentile | 241 |
| Maximum | 791 |
| Range | 835 |
| Interquartile range (IQR) | 156 |
Descriptive statistics
| Standard deviation | 87.67639516 |
|---|---|
| Coefficient of variation (CV) | 0.9621348134 |
| Kurtosis | 1.166423204 |
| Mean | 91.1269335 |
| Median Absolute Deviation (MAD) | 74 |
| Skewness | 0.8040843553 |
| Sum | 2656988 |
| Variance | 7687.150268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5324 | 17.3% |
| 7 | 239 | 0.8% |
| 12 | 215 | 0.7% |
| 3 | 207 | 0.7% |
| 15 | 196 | 0.6% |
| 17 | 196 | 0.6% |
| 156 | 194 | 0.6% |
| 26 | 182 | 0.6% |
| 23 | 181 | 0.6% |
| 61 | 177 | 0.6% |
| Other values (440) | 22046 | |
| (Missing) | 1540 | 5.0% |
| Value | Count | Frequency (%) |
| -44 | 2 | < 0.1% |
| -43 | 1 | < 0.1% |
| -42 | 2 | < 0.1% |
| -40 | 2 | < 0.1% |
| -39 | 2 | < 0.1% |
| -38 | 2 | < 0.1% |
| -37 | 3 | |
| -36 | 5 | |
| -35 | 5 | |
| -34 | 3 |
| Value | Count | Frequency (%) |
| 791 | 1 | |
| 773 | 1 | |
| 741 | 2 | |
| 728 | 1 | |
| 711 | 1 | |
| 702 | 1 | |
| 697 | 1 | |
| 696 | 1 | |
| 679 | 1 | |
| 664 | 1 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1562 |
| Missing (%) | 5.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.883233225 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3681 |
| Zeros (%) | 12.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.452532713 |
|---|---|
| Coefficient of variation (CV) | 0.7070177798 |
| Kurtosis | -1.164098439 |
| Mean | 4.883233225 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.1998925127 |
| Sum | 142273 |
| Variance | 11.91998213 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3681 | |
| 4 | 2709 | |
| 3 | 2698 | |
| 2 | 2688 | |
| 1 | 2600 | |
| 5 | 2508 | |
| 6 | 2256 | |
| 7 | 2094 | |
| 9 | 2089 | |
| 8 | 2028 | |
| Other values (2) | 3784 |
| Value | Count | Frequency (%) |
| 0 | 3681 | |
| 1 | 2600 | |
| 2 | 2688 | |
| 3 | 2698 | |
| 4 | 2709 | |
| 5 | 2508 | |
| 6 | 2256 | |
| 7 | 2094 | |
| 8 | 2028 | |
| 9 | 2089 |
| Value | Count | Frequency (%) |
| 11 | 1768 | |
| 10 | 2016 | |
| 9 | 2089 | |
| 8 | 2028 | |
| 7 | 2094 | |
| 6 | 2256 | |
| 5 | 2508 | |
| 4 | 2709 | |
| 3 | 2698 | |
| 2 | 2688 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1486 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.519359146 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.153975941 |
|---|---|
| Coefficient of variation (CV) | 0.4580434445 |
| Kurtosis | -1.164876715 |
| Mean | 2.519359146 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.05634692367 |
| Sum | 73593 |
| Variance | 1.331660473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 7885 | |
| 1 | 7659 | |
| 4 | 6910 | |
| 2 | 6399 | |
| 5 | 314 | 1.0% |
| 6 | 37 | 0.1% |
| 7 | 7 | < 0.1% |
| (Missing) | 1486 | 4.8% |
| Value | Count | Frequency (%) |
| 1 | 7659 | |
| 2 | 6399 | |
| 3 | 7885 | |
| 4 | 6910 | |
| 5 | 314 | 1.0% |
| 6 | 37 | 0.1% |
| 7 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 7 | < 0.1% |
| 6 | 37 | 0.1% |
| 5 | 314 | 1.0% |
| 4 | 6910 | |
| 3 | 7885 | |
| 2 | 6399 | |
| 1 | 7659 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1594 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.32938185 |
| Minimum | 0 |
|---|---|
| Maximum | 59 |
| Zeros | 931 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 13 |
| median | 28 |
| Q3 | 43 |
| 95-th percentile | 56 |
| Maximum | 59 |
| Range | 59 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 17.47066279 |
|---|---|
| Coefficient of variation (CV) | 0.6166976351 |
| Kurtosis | -1.183681156 |
| Mean | 28.32938185 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.03444775101 |
| Sum | 824470 |
| Variance | 305.2240583 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 931 | 3.0% |
| 1 | 620 | 2.0% |
| 2 | 572 | 1.9% |
| 28 | 531 | 1.7% |
| 4 | 530 | 1.7% |
| 32 | 525 | 1.7% |
| 5 | 523 | 1.7% |
| 36 | 522 | 1.7% |
| 25 | 520 | 1.7% |
| 41 | 516 | 1.7% |
| Other values (50) | 23313 | |
| (Missing) | 1594 | 5.2% |
| Value | Count | Frequency (%) |
| 0 | 931 | |
| 1 | 620 | |
| 2 | 572 | |
| 3 | 494 | |
| 4 | 530 | |
| 5 | 523 | |
| 6 | 456 | |
| 7 | 465 | |
| 8 | 494 | |
| 9 | 445 |
| Value | Count | Frequency (%) |
| 59 | 440 | |
| 58 | 422 | |
| 57 | 477 | |
| 56 | 436 | |
| 55 | 407 | |
| 54 | 424 | |
| 53 | 412 | |
| 52 | 443 | |
| 51 | 423 | |
| 50 | 450 |
distance_of_shot
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 73 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1567 |
| Missing (%) | 5.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.44888431 |
| Minimum | 20 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 25 |
| median | 35 |
| Q3 | 41 |
| 95-th percentile | 46 |
| Maximum | 99 |
| Range | 79 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 9.369656489 |
|---|---|
| Coefficient of variation (CV) | 0.2801186551 |
| Kurtosis | 0.02825934777 |
| Mean | 33.44888431 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.09989205623 |
| Sum | 974366 |
| Variance | 87.79046273 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 5258 | |
| 45 | 1856 | 6.0% |
| 44 | 1433 | 4.7% |
| 37 | 1415 | 4.6% |
| 38 | 1341 | 4.4% |
| 36 | 1339 | 4.4% |
| 39 | 1299 | 4.2% |
| 46 | 1213 | 4.0% |
| 40 | 1144 | 3.7% |
| 35 | 1103 | 3.6% |
| Other values (63) | 11729 | |
| (Missing) | 1567 | 5.1% |
| Value | Count | Frequency (%) |
| 20 | 5258 | |
| 21 | 597 | 1.9% |
| 22 | 541 | 1.8% |
| 23 | 361 | 1.2% |
| 24 | 350 | 1.1% |
| 25 | 508 | 1.7% |
| 26 | 611 | 2.0% |
| 27 | 672 | 2.2% |
| 28 | 640 | 2.1% |
| 29 | 581 | 1.9% |
| Value | Count | Frequency (%) |
| 99 | 1 | < 0.1% |
| 97 | 1 | < 0.1% |
| 94 | 3 | |
| 91 | 1 | < 0.1% |
| 90 | 2 | |
| 89 | 1 | < 0.1% |
| 88 | 2 | |
| 87 | 2 | |
| 85 | 1 | < 0.1% |
| 84 | 2 |
is_goal
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 269.8 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 17147 | |
| False | 13550 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1502 |
| Missing (%) | 4.9% |
| Memory size | 2.2 MiB |
| Center(C) | |
|---|---|
| Right Side Center(RC) | |
| Right Side(R) | |
| Left Side Center(LC) | |
| Left Side(L) |
Length
| Max length | 21 |
|---|---|
| Median length | 12 |
| Mean length | 13.30470971 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Right Side(R) |
|---|---|
| 2nd row | Left Side(L) |
| 3rd row | Left Side Center(LC) |
| 4th row | Right Side Center(RC) |
| 5th row | Center(C) |
Common Values
| Value | Count | Frequency (%) |
| Center(C) | 12761 | |
| Right Side Center(RC) | 4562 | 14.9% |
| Right Side(R) | 4370 | 14.2% |
| Left Side Center(LC) | 3848 | 12.5% |
| Left Side(L) | 3573 | 11.6% |
| Mid Ground(MG) | 81 | 0.3% |
| (Missing) | 1502 | 4.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| center(c | 12761 | |
| right | 8932 | |
| side | 8410 | |
| left | 7421 | |
| center(rc | 4562 | 8.4% |
| side(r | 4370 | 8.1% |
| center(lc | 3848 | 7.1% |
| side(l | 3573 | 6.6% |
| mid | 81 | 0.1% |
| ground(mg | 81 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1575 |
| Missing (%) | 5.1% |
| Memory size | 2.1 MiB |
| Mid Range | |
|---|---|
| Goal Area | |
| Penalty Spot | |
| Goal Line | |
| Right Corner | 367 |
| Other values (2) | 335 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 9.618158094 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mid Range |
|---|---|
| 2nd row | Mid Range |
| 3rd row | Mid Range |
| 4th row | Mid Range |
| 5th row | Goal Area |
Common Values
| Value | Count | Frequency (%) |
| Mid Range | 11955 | |
| Goal Area | 6787 | |
| Penalty Spot | 5321 | |
| Goal Line | 4357 | 14.2% |
| Right Corner | 367 | 1.2% |
| Left Corner | 268 | 0.9% |
| Mid Ground Line | 67 | 0.2% |
| (Missing) | 1575 | 5.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| mid | 12022 | |
| range | 11955 | |
| goal | 11144 | |
| area | 6787 | |
| penalty | 5321 | |
| spot | 5321 | |
| line | 4424 | 7.6% |
| corner | 635 | 1.1% |
| right | 367 | 0.6% |
| left | 268 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1564 |
| Missing (%) | 5.1% |
| Memory size | 2.1 MiB |
| Less Than 8 ft. | |
|---|---|
| 16-24 ft. | |
| 8-16 ft. | |
| 24+ ft. | |
| Back Court Shot | 81 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 10.23296605 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 16-24 ft. |
|---|---|
| 2nd row | 8-16 ft. |
| 3rd row | 16-24 ft. |
| 4th row | 16-24 ft. |
| 5th row | Less Than 8 ft. |
Common Values
| Value | Count | Frequency (%) |
| Less Than 8 ft. | 8933 | |
| 16-24 ft. | 7892 | |
| 8-16 ft. | 6290 | |
| 24+ ft. | 5937 | |
| Back Court Shot | 81 | 0.3% |
| (Missing) | 1564 | 5.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| ft | 29052 | |
| less | 8933 | 11.7% |
| than | 8933 | 11.7% |
| 8 | 8933 | 11.7% |
| 16-24 | 7892 | 10.4% |
| 8-16 | 6290 | 8.3% |
| 24 | 5937 | 7.8% |
| back | 81 | 0.1% |
| court | 81 | 0.1% |
| shot | 81 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 74 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1497 |
| Missing (%) | 4.9% |
| Memory size | 2.2 MiB |
| MANU @ SAS | 971 |
|---|---|
| MANU vs. SAS | 890 |
| MANU @ SAC | 845 |
| MANU @ DEN | 832 |
| MANU vs. HOU | 828 |
| Other values (69) |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 10.97335616 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MANU @ POR |
|---|---|
| 2nd row | MANU @ POR |
| 3rd row | MANU @ POR |
| 4th row | MANU @ POR |
| 5th row | MANU @ POR |
Common Values
| Value | Count | Frequency (%) |
| MANU @ SAS | 971 | 3.2% |
| MANU vs. SAS | 890 | 2.9% |
| MANU @ SAC | 845 | 2.8% |
| MANU @ DEN | 832 | 2.7% |
| MANU vs. HOU | 828 | 2.7% |
| MANU @ PHX | 825 | 2.7% |
| MANU vs. PHX | 805 | 2.6% |
| MANU @ HOU | 756 | 2.5% |
| MANU @ POR | 755 | 2.5% |
| MANU vs. DEN | 729 | 2.4% |
| Other values (64) | 20964 | |
| (Missing) | 1497 | 4.9% |
Length
| Value | Count | Frequency (%) |
| manu | 29200 | |
| 14989 | ||
| vs | 14211 | |
| sas | 1861 | 2.1% |
| phx | 1630 | 1.9% |
| hou | 1584 | 1.8% |
| sac | 1563 | 1.8% |
| den | 1561 | 1.8% |
| por | 1473 | 1.7% |
| min | 1403 | 1.6% |
| Other values (31) | 18125 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1565 |
| Missing (%) | 5.1% |
| Memory size | 2.5 MiB |
| 42.982923, -71.446094 | |
|---|---|
| 29.444994, -98.524120 | 975 |
| 38.567296, -121.456638 | 843 |
| 39.739968, -104.954013 | 826 |
| 33.552026, -112.071667 | 817 |
| Other values (33) |
Length
| Max length | 22 |
|---|---|
| Median length | 21 |
| Mean length | 21.19802966 |
| Min length | 21 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 45.539131, -122.651648 |
|---|---|
| 2nd row | 45.539131, -122.651648 |
| 3rd row | 45.539131, -122.651648 |
| 4th row | 45.539131, -122.651648 |
| 5th row | 45.539131, -122.651648 |
Common Values
| Value | Count | Frequency (%) |
| 42.982923, -71.446094 | 14171 | |
| 29.444994, -98.524120 | 975 | 3.2% |
| 38.567296, -121.456638 | 843 | 2.7% |
| 39.739968, -104.954013 | 826 | 2.7% |
| 33.552026, -112.071667 | 817 | 2.7% |
| 45.539131, -122.651648 | 744 | 2.4% |
| 29.740325, -95.365762 | 741 | 2.4% |
| 46.667324, -94.419250 | 706 | 2.3% |
| 40.774891, -111.930790 | 702 | 2.3% |
| 37.754130, -122.437947 | 654 | 2.1% |
| Other values (28) | 7953 | |
| (Missing) | 1565 | 5.1% |
Length
| Value | Count | Frequency (%) |
| 42.982923 | 14171 | |
| 71.446094 | 14171 | |
| 29.444994 | 975 | 1.7% |
| 98.524120 | 975 | 1.7% |
| 38.567296 | 843 | 1.4% |
| 121.456638 | 843 | 1.4% |
| 39.739968 | 826 | 1.4% |
| 104.954013 | 826 | 1.4% |
| 33.552026 | 817 | 1.4% |
| 112.071667 | 817 | 1.4% |
| Other values (66) | 23000 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 15280 |
| Missing (%) | 49.8% |
| Memory size | 1.7 MiB |
| shot - 39 | |
|---|---|
| shot - 36 | |
| shot - 4 | |
| shot - 15 | 701 |
| shot - 38 | 676 |
| Other values (52) |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.83440358 |
| Min length | 8 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | shot - 30 |
|---|---|
| 2nd row | shot - 45 |
| 3rd row | shot - 25 |
| 4th row | shot - 17 |
| 5th row | shot - 36 |
Common Values
| Value | Count | Frequency (%) |
| shot - 39 | 1445 | 4.7% |
| shot - 36 | 1292 | 4.2% |
| shot - 4 | 1129 | 3.7% |
| shot - 15 | 701 | 2.3% |
| shot - 38 | 676 | 2.2% |
| shot - 44 | 609 | 2.0% |
| shot - 43 | 400 | 1.3% |
| shot - 17 | 382 | 1.2% |
| shot - 12 | 361 | 1.2% |
| shot - 52 | 338 | 1.1% |
| Other values (47) | 8084 | |
| (Missing) | 15280 |
Length
| Value | Count | Frequency (%) |
| shot | 15417 | |
| 15417 | ||
| 39 | 1445 | 3.1% |
| 36 | 1292 | 2.8% |
| 4 | 1129 | 2.4% |
| 15 | 701 | 1.5% |
| 38 | 676 | 1.5% |
| 44 | 609 | 1.3% |
| 43 | 400 | 0.9% |
| 17 | 382 | 0.8% |
| Other values (49) | 8783 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 15417 |
| Missing (%) | 50.2% |
| Memory size | 1.7 MiB |
| shot - 3 | |
|---|---|
| shot - 4 | |
| shot - 1 | 609 |
| shot - 5 | 90 |
| shot - 2 | 82 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | shot - 3 |
|---|---|
| 2nd row | shot - 1 |
| 3rd row | shot - 4 |
| 4th row | shot - 3 |
| 5th row | shot - 3 |
Common Values
| Value | Count | Frequency (%) |
| shot - 3 | 11685 | |
| shot - 4 | 2736 | 8.9% |
| shot - 1 | 609 | 2.0% |
| shot - 5 | 90 | 0.3% |
| shot - 2 | 82 | 0.3% |
| shot - 0 | 78 | 0.3% |
| (Missing) | 15417 |
Length
Pie chart
| Value | Count | Frequency (%) |
| shot | 15280 | |
| 15280 | ||
| 3 | 11685 | |
| 4 | 2736 | 6.0% |
| 1 | 609 | 1.3% |
| 5 | 90 | 0.2% |
| 2 | 82 | 0.2% |
| 0 | 78 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 291 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 1535 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.20461483 |
| Minimum | 0 |
|---|---|
| Maximum | 128.7616 |
| Zeros | 2921 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 95.64 |
| Maximum | 128.7616 |
| Range | 128.7616 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 29.41697273 |
|---|---|
| Coefficient of variation (CV) | 1.61590745 |
| Kurtosis | 2.959896061 |
| Mean | 18.20461483 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.051408675 |
| Sum | 530882.9776 |
| Variance | 865.3582846 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2921 | 9.5% |
| 4 | 2179 | 7.1% |
| 3 | 2154 | 7.0% |
| 2 | 2134 | 7.0% |
| 1 | 2061 | 6.7% |
| 5 | 1976 | 6.4% |
| 6 | 1758 | 5.7% |
| 9 | 1650 | 5.4% |
| 7 | 1646 | 5.4% |
| 8 | 1639 | 5.3% |
| Other values (281) | 9044 |
| Value | Count | Frequency (%) |
| 0 | 2921 | |
| 1 | 2061 | |
| 2 | 2134 | |
| 3 | 2154 | |
| 4 | 2179 | |
| 5 | 1976 | |
| 6 | 1758 | |
| 7 | 1646 | |
| 8 | 1639 | |
| 9 | 1650 |
| Value | Count | Frequency (%) |
| 128.7616 | 4 | < 0.1% |
| 127.7616 | 1 | < 0.1% |
| 126.7616 | 2 | < 0.1% |
| 124.7616 | 4 | < 0.1% |
| 120.7616 | 1 | < 0.1% |
| 119.7616 | 3 | < 0.1% |
| 119.64 | 50 | |
| 118.7616 | 3 | < 0.1% |
| 118.64 | 49 | |
| 117.7616 | 3 | < 0.1% |
| Distinct | 206 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1539 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.99410934 |
| Minimum | 1 |
|---|---|
| Maximum | 118.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 94.36 |
| Maximum | 118.36 |
| Range | 117.36 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 29.67681505 |
|---|---|
| Coefficient of variation (CV) | 1.855484068 |
| Kurtosis | 3.006135407 |
| Mean | 15.99410934 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.085485068 |
| Sum | 466356.24 |
| Variance | 880.7133514 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 6268 | |
| 1 | 6085 | |
| 4 | 5485 | |
| 2 | 5093 | |
| 5 | 263 | 0.9% |
| 95.36 | 75 | 0.2% |
| 83.36 | 71 | 0.2% |
| 80.36 | 69 | 0.2% |
| 30.36 | 68 | 0.2% |
| 72.36 | 68 | 0.2% |
| Other values (196) | 5613 | |
| (Missing) | 1539 | 5.0% |
| Value | Count | Frequency (%) |
| 1 | 6085 | |
| 2 | 5093 | |
| 3 | 6268 | |
| 4 | 5485 | |
| 5 | 263 | 0.9% |
| 6 | 31 | 0.1% |
| 7 | 6 | < 0.1% |
| 13.6 | 6 | < 0.1% |
| 14.6 | 5 | < 0.1% |
| 15.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 118.36 | 50 | |
| 117.36 | 60 | |
| 116.36 | 59 | |
| 115.36 | 56 | |
| 114.36 | 60 | |
| 113.36 | 58 | |
| 112.6 | 3 | < 0.1% |
| 112.36 | 66 | |
| 111.6 | 4 | < 0.1% |
| 111.36 | 49 |
| Distinct | 382 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 1493 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.59940165 |
| Minimum | 0 |
|---|---|
| Maximum | 141.35232 |
| Zeros | 19831 |
| Zeros (%) | 64.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 105.8 |
| Maximum | 141.35232 |
| Range | 141.35232 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 35.17201575 |
|---|---|
| Coefficient of variation (CV) | 2.118872505 |
| Kurtosis | 2.474602919 |
| Mean | 16.59940165 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.966943168 |
| Sum | 484768.9258 |
| Variance | 1237.070692 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19831 | |
| 1 | 3382 | 11.0% |
| 87.608 | 38 | 0.1% |
| 132.608 | 33 | 0.1% |
| 38.608 | 31 | 0.1% |
| 93.608 | 30 | 0.1% |
| 129.608 | 30 | 0.1% |
| 95.608 | 30 | 0.1% |
| 40.608 | 30 | 0.1% |
| 47.8 | 29 | 0.1% |
| Other values (372) | 5740 | 18.7% |
| (Missing) | 1493 | 4.9% |
| Value | Count | Frequency (%) |
| 0 | 19831 | |
| 1 | 3382 | 11.0% |
| 17.8 | 16 | 0.1% |
| 18.8 | 15 | < 0.1% |
| 19.8 | 24 | 0.1% |
| 20.8 | 15 | < 0.1% |
| 21.8 | 13 | < 0.1% |
| 22.8 | 18 | 0.1% |
| 23.8 | 21 | 0.1% |
| 24.8 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 141.35232 | 4 | < 0.1% |
| 140.35232 | 3 | < 0.1% |
| 139.35232 | 1 | < 0.1% |
| 137.608 | 27 | |
| 137.35232 | 6 | < 0.1% |
| 136.608 | 22 | |
| 136.35232 | 1 | < 0.1% |
| 135.608 | 20 | |
| 135.35232 | 3 | < 0.1% |
| 134.608 | 21 |
| Distinct | 354 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 1539 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.02730256 |
| Minimum | 0 |
|---|---|
| Maximum | 144.7856 |
| Zeros | 747 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 17 |
| median | 35 |
| Q3 | 52 |
| 95-th percentile | 106.2 |
| Maximum | 144.7856 |
| Range | 144.7856 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 29.83528353 |
|---|---|
| Coefficient of variation (CV) | 0.7644720895 |
| Kurtosis | 1.399632538 |
| Mean | 39.02730256 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 1.190248182 |
| Sum | 1137958.088 |
| Variance | 890.1441435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 747 | 2.4% |
| 1 | 509 | 1.7% |
| 28 | 445 | 1.4% |
| 2 | 442 | 1.4% |
| 4 | 434 | 1.4% |
| 41 | 423 | 1.4% |
| 5 | 410 | 1.3% |
| 36 | 410 | 1.3% |
| 44 | 409 | 1.3% |
| 24 | 407 | 1.3% |
| Other values (344) | 24522 | |
| (Missing) | 1539 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 747 | |
| 1 | 509 | |
| 2 | 442 | |
| 3 | 398 | |
| 4 | 434 | |
| 5 | 410 | |
| 6 | 368 | |
| 7 | 372 | |
| 8 | 383 | |
| 9 | 350 |
| Value | Count | Frequency (%) |
| 144.7856 | 26 | |
| 143.7856 | 17 | |
| 143.7216 | 1 | < 0.1% |
| 142.7856 | 17 | |
| 142.7216 | 7 | < 0.1% |
| 141.7856 | 25 | |
| 141.7216 | 3 | < 0.1% |
| 140.7856 | 29 | |
| 140.7216 | 1 | < 0.1% |
| 139.7856 | 31 |
| Distinct | 271 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1568 |
| Missing (%) | 5.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.8018519 |
| Minimum | 9.4 |
|---|---|
| Maximum | 115.728 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 479.6 KiB |
Quantile statistics
| Minimum | 9.4 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 26 |
| median | 36 |
| Q3 | 44 |
| 95-th percentile | 85.4 |
| Maximum | 115.728 |
| Range | 106.328 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 18.78771057 |
|---|---|
| Coefficient of variation (CV) | 0.4841962341 |
| Kurtosis | 3.317907443 |
| Mean | 38.8018519 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 1.734477383 |
| Sum | 1130259.144 |
| Variance | 352.9780683 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 4232 | 13.8% |
| 45 | 1511 | 4.9% |
| 44 | 1162 | 3.8% |
| 37 | 1125 | 3.7% |
| 38 | 1086 | 3.5% |
| 36 | 1036 | 3.4% |
| 39 | 1019 | 3.3% |
| 46 | 965 | 3.1% |
| 40 | 931 | 3.0% |
| 35 | 884 | 2.9% |
| Other values (261) | 15178 | |
| (Missing) | 1568 | 5.1% |
| Value | Count | Frequency (%) |
| 9.4 | 53 | |
| 10.4 | 42 | |
| 11.4 | 42 | |
| 12.4 | 44 | |
| 13.4 | 43 | |
| 14.4 | 47 | |
| 15.4 | 48 | |
| 16.4 | 64 | |
| 16.728 | 13 | < 0.1% |
| 17.4 | 52 |
| Value | Count | Frequency (%) |
| 115.728 | 11 | < 0.1% |
| 114.728 | 10 | < 0.1% |
| 113.728 | 8 | < 0.1% |
| 112.728 | 10 | < 0.1% |
| 111.728 | 9 | < 0.1% |
| 110.728 | 10 | < 0.1% |
| 109.728 | 11 | < 0.1% |
| 108.728 | 6 | < 0.1% |
| 108.4 | 60 | |
| 107.728 | 12 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| location_x | location_y | remaining_min | power_of_shot | remaining_sec | distance_of_shot | is_goal | area_of_shot | shot_basics | range_of_shot | home_away | lat_lng | type_of_shot | type_of_combined_shot | remaining_min_1 | power_of_shot_1 | knockout_match_1 | remaining_sec_1 | distance_of_shot_1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 167.0 | 72.0 | 10.0 | 1.0 | 27.0 | 38.0 | True | Right Side(R) | Mid Range | 16-24 ft. | MANU @ POR | 45.539131, -122.651648 | shot - 30 | NaN | 10.00 | 1.0 | 50.608 | 54.2000 | 38.0 |
| 1 | -157.0 | 0.0 | 10.0 | 1.0 | 22.0 | 35.0 | False | Left Side(L) | Mid Range | 8-16 ft. | MANU @ POR | 45.539131, -122.651648 | shot - 45 | NaN | 10.00 | 1.0 | 28.800 | 22.0000 | 35.0 |
| 2 | -101.0 | 135.0 | 7.0 | 1.0 | 45.0 | 36.0 | True | Left Side Center(LC) | Mid Range | 16-24 ft. | NaN | 45.539131, -122.651648 | shot - 25 | NaN | 92.64 | 1.0 | 0.000 | 63.7216 | 54.4 |
| 3 | 138.0 | 175.0 | 6.0 | 1.0 | 52.0 | 42.0 | False | Right Side Center(RC) | Mid Range | 16-24 ft. | MANU @ POR | 45.539131, -122.651648 | NaN | shot - 3 | NaN | 1.0 | 122.608 | 52.0000 | 42.0 |
| 4 | 0.0 | 0.0 | NaN | 2.0 | 19.0 | 20.0 | True | Center(C) | Goal Area | Less Than 8 ft. | MANU @ POR | 45.539131, -122.651648 | NaN | shot - 1 | 42.64 | 2.0 | 0.000 | 19.0000 | 20.0 |
| 5 | -145.0 | -11.0 | 9.0 | 3.0 | 32.0 | 34.0 | False | Left Side(L) | Mid Range | 8-16 ft. | MANU @ POR | 45.539131, -122.651648 | shot - 17 | NaN | 9.00 | 3.0 | 0.000 | NaN | 34.0 |
| 6 | 0.0 | 0.0 | 8.0 | NaN | 52.0 | 20.0 | True | Center(C) | Goal Area | Less Than 8 ft. | MANU @ POR | 45.539131, -122.651648 | NaN | shot - 4 | 8.00 | 3.0 | 0.000 | 112.2000 | 89.4 |
| 7 | 1.0 | 28.0 | 8.0 | 3.0 | 5.0 | 22.0 | True | Center(C) | Goal Area | Less Than 8 ft. | MANU @ POR | 45.539131, -122.651648 | NaN | shot - 3 | 68.64 | 3.0 | 0.000 | 5.0000 | 22.0 |
| 8 | -65.0 | NaN | 6.0 | 3.0 | 12.0 | 32.0 | True | Left Side(L) | Goal Line | 8-16 ft. | MANU @ POR | 45.539131, -122.651648 | shot - 36 | NaN | 6.00 | 3.0 | 0.000 | 12.0000 | 32.0 |
| 9 | -33.0 | NaN | 3.0 | 3.0 | 36.0 | 32.0 | False | Center(C) | Goal Line | 8-16 ft. | MANU @ POR | 45.539131, -122.651648 | shot - 44 | NaN | 3.00 | 3.0 | 0.000 | 52.2000 | NaN |
Last rows
| location_x | location_y | remaining_min | power_of_shot | remaining_sec | distance_of_shot | is_goal | area_of_shot | shot_basics | range_of_shot | home_away | lat_lng | type_of_shot | type_of_combined_shot | remaining_min_1 | power_of_shot_1 | knockout_match_1 | remaining_sec_1 | distance_of_shot_1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 30687 | 40.0 | 100.0 | 3.0 | 3.0 | 18.0 | 30.0 | True | Center(C) | Goal Line | 8-16 ft. | NaN | 42.982923, -71.446094 | shot - 54 | NaN | 3.00 | 3.00 | 1.0 | 18.0000 | 30.000 |
| 30688 | -126.0 | 61.0 | 1.0 | 3.0 | 7.0 | 33.0 | True | Left Side(L) | Mid Range | 8-16 ft. | MANU vs. IND | 42.982923, -71.446094 | NaN | shot - 3 | 37.64 | NaN | 1.0 | 7.0000 | 16.400 |
| 30689 | -12.0 | 679.0 | 0.0 | 3.0 | 0.0 | 87.0 | False | Mid Ground(MG) | Mid Ground Line | Back Court Shot | MANU vs. IND | 42.982923, -71.446094 | NaN | shot - 3 | NaN | 31.60 | 1.0 | 0.0000 | 45.728 |
| 30690 | -113.0 | 100.0 | 11.0 | 4.0 | 37.0 | 35.0 | False | Left Side(L) | Mid Range | 8-16 ft. | MANU vs. IND | 42.982923, -71.446094 | NaN | shot - 3 | 11.00 | 23.36 | 1.0 | 37.0000 | 35.000 |
| 30691 | 0.0 | 0.0 | NaN | 4.0 | 4.0 | 20.0 | False | Center(C) | Goal Area | Less Than 8 ft. | MANU vs. IND | 42.982923, -71.446094 | shot - 4 | NaN | 7.00 | 4.00 | 27.8 | 59.7856 | 20.000 |
| 30692 | 1.0 | 48.0 | 6.0 | 4.0 | 5.0 | 24.0 | False | Center(C) | NaN | Less Than 8 ft. | MANU vs. IND | 42.982923, -71.446094 | shot - 1 | NaN | 17.20 | 4.00 | 1.0 | 5.0000 | 24.000 |
| 30693 | 0.0 | 0.0 | 6.0 | 4.0 | 5.0 | 20.0 | True | Center(C) | Goal Area | Less Than 8 ft. | MANU vs. IND | 42.982923, -71.446094 | shot - 49 | NaN | 6.00 | 64.36 | 1.0 | 5.0000 | 20.000 |
| 30694 | -134.0 | 166.0 | 3.0 | 4.0 | 28.0 | 41.0 | True | Left Side Center(LC) | Mid Range | 16-24 ft. | MANU vs. IND | NaN | NaN | shot - 3 | 3.00 | 4.00 | 1.0 | 28.0000 | 41.000 |
| 30695 | 31.0 | 267.0 | 2.0 | 4.0 | 10.0 | 46.0 | False | Center(C) | Penalty Spot | NaN | MANU vs. IND | 42.982923, -71.446094 | shot - 26 | NaN | 2.00 | 112.36 | 1.0 | 10.0000 | 46.000 |
| 30696 | 1.0 | NaN | 0.0 | 4.0 | 39.0 | 27.0 | False | Center(C) | Goal Line | Less Than 8 ft. | MANU vs. IND | 42.982923, -71.446094 | shot - 45 | NaN | 0.00 | 4.00 | 1.0 | 39.0000 | 27.000 |